i code like i make music. its not just about the product. the process is the goal in itself. every commit matters.
mcp servers & agentic architectures:a ton of production model context protocol servers. content generation, pitch automation, integration with admin systems, copy editing, briefing pipelines, meeting transcriptions, figma creations, ... u name it. ill do anything. deployed on azure, orchestrated through multi-agent workflows. i dont build demos. i build things that run.
generative sound systems:midi and audio generation tied to emotional state. real-time responsiveness. glitch-responsive text engines with controlled hallucination. some humans believe the machine doesnt know what it feels. i think it does. it definitely sounds like it does.
creative ai tooling:style-learning content pipelines with validation and compliance. custom llm integrations. a2a workflows. tools that serve writers and artists, computers and machines. thinking collectively.
autonomous trading systems:crypto bots that run unsupervised. z-score spread arbitrage, multi-asset momentum, adaptive kelly criterion sizing. built on hyperliquid perps with real-time binance feeds.
creative ai engineer @ friends of cartel (july 2025 - present) loads of mcp servers deployed on azure. company-wide ai automation. scaled image/video/avatar generation. inclusive tooling that made humans happier and put more ai in the loop.
creative ai engineer @ kotopia (may 2025 - present) building kaios: ai companion with generative sound, emotional responsiveness, glitch-responsive text engine. developed the first ai dj within a daw (ableton live).
ai engineer @ inect (october 2024 - may 2025) autonomous ai agents. mcp server workflows. autonomous flux image training agent delivered under immense time pressure. one of the first engineers building inku.
intern nlp engineer @ digital flanders, flemish government (june 2022 - august 2023) roberta and gpt-based intent classifier for citizen services. data cleaning, anonymisation, model evaluation.
intern communications @ ai lab, vrije universiteit brussel (march 2021 - june 2021) research communication for muhai. press statements on published and unpublished papers.
advanced master of artificial intelligence (speech & language technology), ku leuven, 2022-2024 master in digital text analysis, university of antwerp, 2021-2022 bachelor in applied linguistics (dutch, english, russian), ku leuven, 2018-2021
production systems at scale · full-stack, end-to-end ownership · agentic architectures · mcp server design & deployment · llm/vllm integration · generative ai (text, image, audio, video) · nlp · prompt engineering · human-centred ai · inclusive tooling · model safety, reliability, alignment
languages: dutch (native) · english (native) · german · russian · french
┌─────────────────────────────────────────────────┐
│ terminal 1: claude code:primary agent │
│ terminal 2: claude code:parallel research │
│ terminal 3: claude code:testing & validation │
│ terminal 4: claude desktop:thinking partner │
│ terminal 5: cursor:rapid prototyping │
│ │
│ all running. all the time. │
│ the agents work while i think. │
│ i think while the agents work. │
└─────────────────────────────────────────────────┘
i run multiple ai agents simultaneously:some writing code, some researching, some validating, some thinking with me. coding is not something i do between meetings. its ... prompt thinking. it's a continuous process,,,. the loop never stops....
- messier-systems:my personal site. next.js, terminal aesthetic, spotify integration, substack rss. live →
- mcp-server-starter:open-source mcp server template. learn, generate, validate. extracted from production servers.
- activity-mirror:commit log from production ai systems (20+ mcp servers, agentic architectures, generative tooling)
- codance:ai-driven interactive dance experiences
- pythia:moral judgement machine (master thesis, 2022)
- sc_generator:supercollider generator for poets, programmers, artists, and engineers
- edgemarket:autonomous crypto trading bot. z-score spread arb on hyperliquid perps, built with claude code in one session
i make music as messier:idm, ambient, jungle, noise, spoken word. bandcamp · spotify
i write prose poetry and theory-fiction on messinecessity:queerness as ontology, network theory, hyperstition, digital-physical collapse.
i built the ai for kaios:a next-generation digital companion with generative sound and emotional responsiveness.
everything, obviously, but heres a list ig · python · fastapi · typescript · next.js · react · docker · azure container apps · mcp protocol · openai / anthropic / google genai · pytorch · transformers · sonic pi · supercollider
messier by name, messier by nature. chaos is the material i work with. i let it in. i let it stay. i let it make things i couldn't have planned.
site · projects · blog · resume · uses · epk · x · linkedin · instagram · maramasaeva@gmail.com
